← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Can Yes-No Question-Answering Models be Useful for Few-Shot Metaphor Detection? EMNLP 2022
Exploring Euphemism Detection in Few-Shot and Zero-Shot Settings EMNLP 2022
Multilingual Social Media Text Generation and Evaluation with Few-Shot Prompting EMNLP 2022
Towards Few-Shot Identification of Morality Frames using In-Context Learning EMNLP 2022
KU X Upstage’s Submission for the WMT22 Quality Estimation: Critical Error Detection Shared Task EMNLP 2022
What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment EMNLP 2022
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection EMNLP 2022
Natural Language to Code Translation with Execution EMNLP 2022
On Measuring the Intrinsic Few-Shot Hardness of Datasets EMNLP 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts EMNLP 2022
Better Few-Shot Relation Extraction with Label Prompt Dropout EMNLP 2022
MatchPrompt: Prompt-based Open Relation Extraction with Semantic Consistency Guided Clustering EMNLP 2022
Knowledge Stimulated Contrastive Prompting for Low-Resource Stance Detection EMNLP 2022
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding EMNLP 2022
Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition EMNLP 2022
HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold EMNLP 2022
Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection EMNLP 2022
TAPE: Assessing Few-shot Russian Language Understanding EMNLP 2022
Eliciting and Understanding Cross-task Skills with Task-level Mixture-of-Experts EMNLP 2022
Parameter-free Automatically Prompting: A Latent Pseudo Label Mapping Model for Prompt-based Learning EMNLP 2022
SMASH: Improving SMAll Language Models’ Few-SHot Ability with Prompt-Based Distillation EMNLP 2022
Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification EMNLP 2022
Partially Humanizing Weak Supervision: Towards a Better Low Resource Pipeline for Spoken Language Understanding EMNLP 2022
Weakly Supervised Context-based Interview Question Generation EMNLP 2022
Benchmarking transfer learning approaches for sentiment analysis of Arabic dialect EMNLP 2022